diff --git a/README.md b/README.md
index e0699a5..a7a316d 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# `UniverSQL` Run Snowflake queries locally using DuckDB
+# `UniverSQL` runs Snowflake queries locally on DuckDB
 
 UniverSQL is a Snowflake proxy that allows you to run SQL queries **locally** on Snowflake Iceberg tables and Polaris catalog, using DuckDB. 
 You can join Snowflake data with your local datasets, **without any need for a running warehouse**.
@@ -30,13 +30,13 @@ sets up [filesystem](https://duckdb.org/docs/guides/python/filesystems.html) tha
 
 # Getting Started
 
-Install UniverSQL as a Python package:
+### Python
 
 ```bash
 python3 -m pip install universql
 ```
 
-## Using virtual environments
+#### Using virtual environments
 
 We recommend using virtual environments (venv) to namespace pip modules. Create a new venv as follows:
 
@@ -51,6 +51,8 @@ source universql-env/bin/activate         # activate the environment for Mac and
 universql-env\Scripts\activate            # activate the environment for Windows
 ```
 
+### Docker
+
 Alternatively, pull the Docker image: (recommended for running in background)
 
 ```bash